Execution family · FMCG Cloud Agent
Merchandising Agent
The Merchandising Agent is an Execution-family agent that turns merchandising standards into verified, in-store reality. It reads the shelf and the display, checks them against the planogram and the POSM plan, and assigns the work to close every gap — so compliance becomes a task someone completes, not a report no one acts on.
What a Merchandising Agent does
The Merchandising Agent verifies execution at the point of sale and then does something about it. From a shelf photo or an audit at the outlet, it recognizes the SKUs on the shelf, scores them against the active planogram, and confirms whether the point-of-sale materials — the display, the header, the shelf strip, the secondary placement — are actually up and correctly placed. Where it finds a void, a misplaced facing, a missing POSM piece, or a planogram break, it does not stop at flagging the problem: it generates the corrective task, attaches the evidence and the expected fix, and assigns it to the right rep or merchandiser on the route. A finding becomes work, and work becomes a closed loop.
Because it runs on the ConnectX data model, the Merchandising Agent works from the same outlet, SKU, promotion, and planogram definitions every other agent uses — so the standard it checks against is the live one, not a stale spreadsheet, and the tasks it assigns land in the same field workflow reps already follow. Compliance is scored per outlet, per category, and per planogram, with the photo as proof; tasks carry a clear instruction and a due window; and once the fix is verified on the next visit, the loop closes itself. Merchandising standards stop drifting between head-office intent and shelf reality.
As an FMCG Verified agent, the Merchandising Agent fits the broader route-to-market motion rather than sitting in a silo. Verification findings feed perfect-store and retail-execution programs; assigned tasks flow into the visit plan so reps walk in already knowing what to fix; persistent voids can trigger a reorder or a route stop; and compliance trends are tracked across regions, channels, and programs so trade investment follows the stores where the planogram and POSM plan are genuinely being executed.
Why it matters on one data model
In FMCG, the planogram and the POSM plan are where brand strategy is supposed to become a sale — and they are also where execution quietly breaks down. Across the consumer-goods industry, a meaningful share of intended in-store activity never fully reaches the shelf, and the visibility into which stores complied and which did not typically arrives too late to act on. The Merchandising Agent matters because it compresses that gap to near-zero: it verifies compliance at the moment of the visit and turns each gap into an owned, trackable task instead of a line in a dashboard.
Running every merchandising check on one FMCG Cloud data model — and earning FMCG Verified certification under the FMCG Cloud Agent Taxonomy — means the agent's findings, tasks, and compliance scores are consistent with field sales, ordering, and route execution rather than trapped in a standalone audit tool. For brands and distributors, that is the difference between knowing the planogram and POSM plan were intended and knowing, store by store, that they were executed and the gaps were closed.
The trust layer
What “FMCG Verified Merchandising Agent” guarantees
Every Merchandising Agent on the marketplace — first-party or partner — must clear the same six criteria before it earns the mark.
Protocol compliance
MCP & A2A interoperability — the agent consumes and emits on the one FMCG Cloud data model.
Observability
Emits the standard event schema — every action shows in the activity feed with an auditable decision trail.
Performance
Meets the per-family latency SLOs — execution-family responses in seconds, finance-family in batch windows.
Security review
Passes the platform security review — least-privilege data access, scopes disclosed at install.
Support SLO
The vendor commits to the published support response times for its tier.
Data-handling posture
Documented residency, retention and tenant isolation — no cross-tenant training without opt-in.
Merchandising Agents on the marketplace
FMCG Cloud — Merchandising Agent
The first-party Merchandising Agent, FMCG Verified at launch and live on the one data model.
Partner Merchandising Agents — onboarding
Specialist vendors are onboarding through the marketplace. Build one and list it — become a partner.
More in the Execution family
Part of the Retail Execution category · see all 16 agent types.